Candidate area
Automating a repetitive reporting process
For teams still depending on manual spreadsheet preparation for recurring reports.
- Problem
- Payroll, P&L, revenue, and tracker files may need repeated cleanup and formatting.
- Potential solution
- VBA scripts and Python helpers can standardize inputs, calculations, and output files.
- Potential impact
- Faster reporting cycles, fewer manual edits, and more consistent file outputs.
Candidate area
Consolidating multi-file business data
For processes that depend on combining files from different regions, teams, or systems.
- Problem
- Multiple Excel files may need to be merged, checked, enriched, and summarized.
- Potential solution
- Power Query, Python, and SQL workflows to consolidate, calculate, and generate outputs.
- Potential impact
- Reduced processing effort, improved exception handling, and clearer regional reporting.
Candidate area
Strengthening month-end and payment checks
For finance teams that need dependable logic around journals, AR/AP, and payment controls.
- Problem
- Month-end checks and duplicate payment reviews can be difficult to repeat consistently.
- Potential solution
- Rule-based automation with VBA and Python to identify conditions, gaps, and risk items.
- Potential impact
- Better control visibility, reduced review time, and stronger exception tracking.
Candidate area
Replacing scattered files with dashboards and workflow apps
For teams that need an interface, not another spreadsheet.
- Problem
- Business data may be scattered across files and need a clearer decision layer.
- Potential solution
- Django, Streamlit, FastAPI, SQL, and Python dashboards for tracking and analysis.
- Potential impact
- Cleaner user experience, better decision-making, and easier workflow access.